Overview

Dataset statistics

Number of variables25
Number of observations23999
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.6 MiB
Average record size in memory200.0 B

Variable types

NUM22
CAT2
BOOL1

Reproduction

Analysis started2020-07-17 15:54:52.335737
Analysis finished2020-07-17 15:57:51.637524
Duration2 minutes and 59.3 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

BILL_AMT2 is highly correlated with BILL_AMT1 and 1 other fieldsHigh correlation
BILL_AMT1 is highly correlated with BILL_AMT2High correlation
BILL_AMT3 is highly correlated with BILL_AMT2 and 1 other fieldsHigh correlation
BILL_AMT4 is highly correlated with BILL_AMT3 and 1 other fieldsHigh correlation
BILL_AMT5 is highly correlated with BILL_AMT4 and 1 other fieldsHigh correlation
BILL_AMT6 is highly correlated with BILL_AMT5High correlation
PAY_AMT2 is highly skewed (γ1 = 30.84879619) Skewed
ID has unique values Unique
PAY_0 has 11835 (49.3%) zeros Zeros
PAY_2 has 12613 (52.6%) zeros Zeros
PAY_3 has 12594 (52.5%) zeros Zeros
PAY_4 has 13212 (55.1%) zeros Zeros
PAY_5 has 13624 (56.8%) zeros Zeros
PAY_6 has 13096 (54.6%) zeros Zeros
BILL_AMT1 has 1591 (6.6%) zeros Zeros
BILL_AMT2 has 2003 (8.3%) zeros Zeros
BILL_AMT3 has 2283 (9.5%) zeros Zeros
BILL_AMT4 has 2540 (10.6%) zeros Zeros
BILL_AMT5 has 2785 (11.6%) zeros Zeros
BILL_AMT6 has 3185 (13.3%) zeros Zeros
PAY_AMT1 has 4189 (17.5%) zeros Zeros
PAY_AMT2 has 4271 (17.8%) zeros Zeros
PAY_AMT3 has 4737 (19.7%) zeros Zeros
PAY_AMT4 has 5118 (21.3%) zeros Zeros
PAY_AMT5 has 5327 (22.2%) zeros Zeros
PAY_AMT6 has 5727 (23.9%) zeros Zeros

Variables

ID
Real number (ℝ≥0)

UNIQUE

Distinct count23999
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15027.353931413809
Minimum1
Maximum30000
Zeros0
Zeros (%)0.0%
Memory size187.6 KiB

Quantile statistics

Minimum1
5-th percentile1542.9
Q17506
median15027
Q322531.5
95-th percentile28525.1
Maximum30000
Range29999
Interquartile range (IQR)15025.5

Descriptive statistics

Standard deviation8654.746941
Coefficient of variation (CV)0.5759328608
Kurtosis-1.200355581
Mean15027.35393
Median Absolute Deviation (MAD)7512
Skewness0.0004955584838
Sum360641467
Variance74904644.6
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20471< 0.1%
 
231981< 0.1%
 
231821< 0.1%
 
211351< 0.1%
 
88491< 0.1%
 
6611< 0.1%
 
68061< 0.1%
 
47591< 0.1%
 
272881< 0.1%
 
252411< 0.1%
 
293391< 0.1%
 
88651< 0.1%
 
150261< 0.1%
 
150101< 0.1%
 
129631< 0.1%
 
6771< 0.1%
 
68221< 0.1%
 
47751< 0.1%
 
293551< 0.1%
 
191161< 0.1%
 
232141< 0.1%
 
211671< 0.1%
 
170371< 0.1%
 
190841< 0.1%
 
293231< 0.1%
 
Other values (23974)2397499.9%
 
ValueCountFrequency (%) 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
61< 0.1%
 
71< 0.1%
 
101< 0.1%
 
111< 0.1%
 
131< 0.1%
 
141< 0.1%
 
ValueCountFrequency (%) 
300001< 0.1%
 
299991< 0.1%
 
299981< 0.1%
 
299971< 0.1%
 
299951< 0.1%
 
299941< 0.1%
 
299931< 0.1%
 
299921< 0.1%
 
299911< 0.1%
 
299891< 0.1%
 

LIMIT_BAL
Real number (ℝ≥0)

Distinct count80
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean167825.7294053919
Minimum10000
Maximum1000000
Zeros0
Zeros (%)0.0%
Memory size187.6 KiB

Quantile statistics

Minimum10000
5-th percentile20000
Q150000
median140000
Q3240000
95-th percentile430000
Maximum1000000
Range990000
Interquartile range (IQR)190000

Descriptive statistics

Standard deviation129915.116
Coefficient of variation (CV)0.7741072627
Kurtosis0.5622865987
Mean167825.7294
Median Absolute Deviation (MAD)90000
Skewness0.9948848653
Sum4027649680
Variance1.687793736e+10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
50000268611.2%
 
2000015836.6%
 
3000012915.4%
 
8000012275.1%
 
20000012255.1%
 
1500009063.8%
 
1000008343.5%
 
1800008033.3%
 
3600007163.0%
 
600006562.7%
 
2300006082.5%
 
700005962.5%
 
1300005912.5%
 
1400005912.5%
 
5000005812.4%
 
2100005792.4%
 
1200005752.4%
 
1600005542.3%
 
900005262.2%
 
2400004952.1%
 
1100004561.9%
 
3000004501.9%
 
1700004311.8%
 
2600004131.7%
 
100003951.6%
 
Other values (55)423117.6%
 
ValueCountFrequency (%) 
100003951.6%
 
160002< 0.1%
 
2000015836.6%
 
3000012915.4%
 
400001690.7%
 
50000268611.2%
 
600006562.7%
 
700005962.5%
 
8000012275.1%
 
900005262.2%
 
ValueCountFrequency (%) 
10000001< 0.1%
 
8000002< 0.1%
 
7800001< 0.1%
 
7500003< 0.1%
 
7400002< 0.1%
 
7300002< 0.1%
 
7200003< 0.1%
 
7100006< 0.1%
 
7000008< 0.1%
 
6900001< 0.1%
 

SEX
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size187.6 KiB
2
14486
1
9513
ValueCountFrequency (%) 
21448660.4%
 
1951339.6%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters2
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
21448660.4%
 
1951339.6%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23999100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
21448660.4%
 
1951339.6%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23999100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
21448660.4%
 
1951339.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23999100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
21448660.4%
 
1951339.6%
 

EDUCATION
Real number (ℝ≥0)

Distinct count7
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.8567856994041418
Minimum0
Maximum6
Zeros11
Zeros (%)< 0.1%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q32
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7919392544
Coefficient of variation (CV)0.426510854
Kurtosis2.029361336
Mean1.856785699
Median Absolute Deviation (MAD)1
Skewness0.9603674639
Sum44561
Variance0.6271677827
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
21118846.6%
 
1844235.2%
 
3399416.6%
 
52230.9%
 
41000.4%
 
6410.2%
 
011< 0.1%
 
ValueCountFrequency (%) 
011< 0.1%
 
1844235.2%
 
21118846.6%
 
3399416.6%
 
41000.4%
 
52230.9%
 
6410.2%
 
ValueCountFrequency (%) 
6410.2%
 
52230.9%
 
41000.4%
 
3399416.6%
 
21118846.6%
 
1844235.2%
 
011< 0.1%
 

MARRIAGE
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size187.6 KiB
2
12735
1
10958
3
 
263
0
 
43
ValueCountFrequency (%) 
21273553.1%
 
11095845.7%
 
32631.1%
 
0430.2%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
21273553.1%
 
11095845.7%
 
32631.1%
 
0430.2%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23999100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
21273553.1%
 
11095845.7%
 
32631.1%
 
0430.2%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23999100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
21273553.1%
 
11095845.7%
 
32631.1%
 
0430.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23999100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
21273553.1%
 
11095845.7%
 
32631.1%
 
0430.2%
 

AGE
Real number (ℝ≥0)

Distinct count56
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.52323013458894
Minimum21
Maximum79
Zeros0
Zeros (%)0.0%
Memory size187.6 KiB

Quantile statistics

Minimum21
5-th percentile23
Q128
median34
Q342
95-th percentile53
Maximum79
Range58
Interquartile range (IQR)14

Descriptive statistics

Standard deviation9.253985789
Coefficient of variation (CV)0.2605051893
Kurtosis0.02709309215
Mean35.52323013
Median Absolute Deviation (MAD)6
Skewness0.7301905298
Sum852522
Variance85.63625299
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2912795.3%
 
2712075.0%
 
2811404.8%
 
3011104.6%
 
2610054.2%
 
319804.1%
 
349383.9%
 
259383.9%
 
329063.8%
 
339043.8%
 
358923.7%
 
248893.7%
 
368813.7%
 
378223.4%
 
397703.2%
 
387343.1%
 
237263.0%
 
406912.9%
 
416562.7%
 
426492.7%
 
445502.3%
 
435312.2%
 
454892.0%
 
224671.9%
 
464651.9%
 
Other values (31)338014.1%
 
ValueCountFrequency (%) 
21510.2%
 
224671.9%
 
237263.0%
 
248893.7%
 
259383.9%
 
2610054.2%
 
2712075.0%
 
2811404.8%
 
2912795.3%
 
3011104.6%
 
ValueCountFrequency (%) 
791< 0.1%
 
753< 0.1%
 
741< 0.1%
 
733< 0.1%
 
723< 0.1%
 
712< 0.1%
 
706< 0.1%
 
69120.1%
 
685< 0.1%
 
67120.1%
 

PAY_0
Real number (ℝ)

ZEROS

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.014958956623192634
Minimum-2
Maximum8
Zeros11835
Zeros (%)49.3%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.120902586
Coefficient of variation (CV)-74.93186954
Kurtosis2.688404601
Mean-0.01495895662
Median Absolute Deviation (MAD)1
Skewness0.7293018972
Sum-359
Variance1.256422607
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01183549.3%
 
-1454418.9%
 
1294212.3%
 
-221809.1%
 
221208.8%
 
32651.1%
 
4620.3%
 
5230.1%
 
8150.1%
 
77< 0.1%
 
66< 0.1%
 
ValueCountFrequency (%) 
-221809.1%
 
-1454418.9%
 
01183549.3%
 
1294212.3%
 
221208.8%
 
32651.1%
 
4620.3%
 
5230.1%
 
66< 0.1%
 
77< 0.1%
 
ValueCountFrequency (%) 
8150.1%
 
77< 0.1%
 
66< 0.1%
 
5230.1%
 
4620.3%
 
32651.1%
 
221208.8%
 
1294212.3%
 
01183549.3%
 
-1454418.9%
 

PAY_2
Real number (ℝ)

ZEROS

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1348389516229843
Minimum-2
Maximum8
Zeros12613
Zeros (%)52.6%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.193044213
Coefficient of variation (CV)-8.847919675
Kurtosis1.581222052
Mean-0.1348389516
Median Absolute Deviation (MAD)0
Skewness0.7885546377
Sum-3236
Variance1.423354494
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01261352.6%
 
-1485120.2%
 
2313113.0%
 
-2300612.5%
 
32581.1%
 
4770.3%
 
1190.1%
 
5180.1%
 
7160.1%
 
69< 0.1%
 
81< 0.1%
 
ValueCountFrequency (%) 
-2300612.5%
 
-1485120.2%
 
01261352.6%
 
1190.1%
 
2313113.0%
 
32581.1%
 
4770.3%
 
5180.1%
 
69< 0.1%
 
7160.1%
 
ValueCountFrequency (%) 
81< 0.1%
 
7160.1%
 
69< 0.1%
 
5180.1%
 
4770.3%
 
32581.1%
 
2313113.0%
 
1190.1%
 
01261352.6%
 
-1485120.2%
 

PAY_3
Real number (ℝ)

ZEROS

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.16563190132922206
Minimum-2
Maximum8
Zeros12594
Zeros (%)52.5%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.193514805
Coefficient of variation (CV)-7.205826869
Kurtosis2.033435614
Mean-0.1656319013
Median Absolute Deviation (MAD)0
Skewness0.826940679
Sum-3975
Variance1.424477589
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01259452.5%
 
-1477619.9%
 
-2324613.5%
 
2308612.9%
 
31810.8%
 
4570.2%
 
7200.1%
 
6180.1%
 
5150.1%
 
83< 0.1%
 
13< 0.1%
 
ValueCountFrequency (%) 
-2324613.5%
 
-1477619.9%
 
01259452.5%
 
13< 0.1%
 
2308612.9%
 
31810.8%
 
4570.2%
 
5150.1%
 
6180.1%
 
7200.1%
 
ValueCountFrequency (%) 
83< 0.1%
 
7200.1%
 
6180.1%
 
5150.1%
 
4570.2%
 
31810.8%
 
2308612.9%
 
13< 0.1%
 
01259452.5%
 
-1477619.9%
 

PAY_4
Real number (ℝ)

ZEROS

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.21709237884911872
Minimum-2
Maximum8
Zeros13212
Zeros (%)55.1%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.168718681
Coefficient of variation (CV)-5.383508564
Kurtosis3.60636654
Mean-0.2170923788
Median Absolute Deviation (MAD)0
Skewness1.011944428
Sum-5210
Variance1.365903355
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01321255.1%
 
-1452318.8%
 
-2345314.4%
 
2253710.6%
 
31350.6%
 
4570.2%
 
7480.2%
 
5270.1%
 
64< 0.1%
 
82< 0.1%
 
11< 0.1%
 
ValueCountFrequency (%) 
-2345314.4%
 
-1452318.8%
 
01321255.1%
 
11< 0.1%
 
2253710.6%
 
31350.6%
 
4570.2%
 
5270.1%
 
64< 0.1%
 
7480.2%
 
ValueCountFrequency (%) 
82< 0.1%
 
7480.2%
 
64< 0.1%
 
5270.1%
 
4570.2%
 
31350.6%
 
2253710.6%
 
11< 0.1%
 
01321255.1%
 
-1452318.8%
 

PAY_5
Real number (ℝ)

ZEROS

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2613442226759448
Minimum-2
Maximum8
Zeros13624
Zeros (%)56.8%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.13301619
Coefficient of variation (CV)-4.335340489
Kurtosis4.043657842
Mean-0.2613442227
Median Absolute Deviation (MAD)0
Skewness1.011122904
Sum-6272
Variance1.283725687
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01362456.8%
 
-1437418.2%
 
-2361715.1%
 
221148.8%
 
31380.6%
 
4660.3%
 
7470.2%
 
5150.1%
 
63< 0.1%
 
81< 0.1%
 
ValueCountFrequency (%) 
-2361715.1%
 
-1437418.2%
 
01362456.8%
 
221148.8%
 
31380.6%
 
4660.3%
 
5150.1%
 
63< 0.1%
 
7470.2%
 
81< 0.1%
 
ValueCountFrequency (%) 
81< 0.1%
 
7470.2%
 
63< 0.1%
 
5150.1%
 
4660.3%
 
31380.6%
 
221148.8%
 
01362456.8%
 
-1437418.2%
 
-2361715.1%
 

PAY_6
Real number (ℝ)

ZEROS

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2858452435518147
Minimum-2
Maximum8
Zeros13096
Zeros (%)54.6%
Memory size187.6 KiB

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.150393926
Coefficient of variation (CV)-4.024534086
Kurtosis3.569798836
Mean-0.2858452436
Median Absolute Deviation (MAD)0
Skewness0.9670606397
Sum-6860
Variance1.323406185
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01309654.6%
 
-1456019.0%
 
-2387816.2%
 
222119.2%
 
31460.6%
 
4420.2%
 
7390.2%
 
6140.1%
 
511< 0.1%
 
82< 0.1%
 
ValueCountFrequency (%) 
-2387816.2%
 
-1456019.0%
 
01309654.6%
 
222119.2%
 
31460.6%
 
4420.2%
 
511< 0.1%
 
6140.1%
 
7390.2%
 
82< 0.1%
 
ValueCountFrequency (%) 
82< 0.1%
 
7390.2%
 
6140.1%
 
511< 0.1%
 
4420.2%
 
31460.6%
 
222119.2%
 
01309654.6%
 
-1456019.0%
 
-2387816.2%
 

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count18732
Unique (%)78.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51589.034709779575
Minimum-165580
Maximum964511
Zeros1591
Zeros (%)6.6%
Memory size187.6 KiB

Quantile statistics

Minimum-165580
5-th percentile0
Q13577.5
median22472
Q367767
95-th percentile203027
Maximum964511
Range1130091
Interquartile range (IQR)64189.5

Descriptive statistics

Standard deviation74104.13263
Coefficient of variation (CV)1.436431851
Kurtosis9.619112449
Mean51589.03471
Median Absolute Deviation (MAD)21889
Skewness2.639594978
Sum1238085244
Variance5491422472
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
015916.6%
 
3901960.8%
 
780630.3%
 
326590.2%
 
316490.2%
 
2500450.2%
 
396390.2%
 
2400330.1%
 
500220.1%
 
416220.1%
 
1050210.1%
 
1473210.1%
 
836180.1%
 
-200180.1%
 
264180.1%
 
291180.1%
 
-5160.1%
 
-3150.1%
 
1261150.1%
 
600140.1%
 
360130.1%
 
300130.1%
 
-4130.1%
 
1650120.1%
 
1000120.1%
 
Other values (18707)2164390.2%
 
ValueCountFrequency (%) 
-1655801< 0.1%
 
-1549731< 0.1%
 
-153081< 0.1%
 
-143861< 0.1%
 
-115451< 0.1%
 
-106821< 0.1%
 
-98021< 0.1%
 
-90951< 0.1%
 
-81871< 0.1%
 
-74381< 0.1%
 
ValueCountFrequency (%) 
9645111< 0.1%
 
7468141< 0.1%
 
6530621< 0.1%
 
6138601< 0.1%
 
6107231< 0.1%
 
5896541< 0.1%
 
5880001< 0.1%
 
5817751< 0.1%
 
5813191< 0.1%
 
5809281< 0.1%
 

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count18413
Unique (%)76.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean49521.69811242135
Minimum-67526
Maximum983931
Zeros2003
Zeros (%)8.3%
Memory size187.6 KiB

Quantile statistics

Minimum-67526
5-th percentile0
Q12958
median21290
Q364635.5
95-th percentile195883.1
Maximum983931
Range1051457
Interquartile range (IQR)61677.5

Descriptive statistics

Standard deviation71551.21513
Coefficient of variation (CV)1.444845752
Kurtosis10.00071875
Mean49521.69811
Median Absolute Deviation (MAD)20900
Skewness2.668418602
Sum1188471233
Variance5119576386
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
020038.3%
 
3901880.8%
 
780610.3%
 
326610.3%
 
316550.2%
 
2500430.2%
 
396410.2%
 
2400350.1%
 
-200240.1%
 
264200.1%
 
416200.1%
 
1050200.1%
 
1473190.1%
 
1261190.1%
 
291190.1%
 
1000180.1%
 
-5160.1%
 
300160.1%
 
-18150.1%
 
-2150.1%
 
200140.1%
 
-3130.1%
 
150130.1%
 
360120.1%
 
380120.1%
 
Other values (18388)2122788.4%
 
ValueCountFrequency (%) 
-675261< 0.1%
 
-333501< 0.1%
 
-300001< 0.1%
 
-262141< 0.1%
 
-247041< 0.1%
 
-247021< 0.1%
 
-186181< 0.1%
 
-180881< 0.1%
 
-178101< 0.1%
 
-177101< 0.1%
 
ValueCountFrequency (%) 
9839311< 0.1%
 
7439701< 0.1%
 
6715631< 0.1%
 
5977931< 0.1%
 
5817751< 0.1%
 
5728341< 0.1%
 
5726771< 0.1%
 
5695771< 0.1%
 
5623161< 0.1%
 
5550861< 0.1%
 

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count18143
Unique (%)75.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47474.82636776532
Minimum-157264
Maximum1664089
Zeros2283
Zeros (%)9.5%
Memory size187.6 KiB

Quantile statistics

Minimum-157264
5-th percentile0
Q12718
median20223
Q360962
95-th percentile189917.6
Maximum1664089
Range1821353
Interquartile range (IQR)58244

Descriptive statistics

Standard deviation70010.81533
Coefficient of variation (CV)1.474693447
Kurtosis21.19176639
Mean47474.82637
Median Absolute Deviation (MAD)19833
Skewness3.11382959
Sum1139348358
Variance4901514263
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
022839.5%
 
3902180.9%
 
780630.3%
 
316480.2%
 
326470.2%
 
396370.2%
 
2500330.1%
 
2400330.1%
 
200250.1%
 
416250.1%
 
1000240.1%
 
291210.1%
 
1050190.1%
 
-200180.1%
 
10000170.1%
 
-2170.1%
 
264170.1%
 
380160.1%
 
-18160.1%
 
500160.1%
 
-1140.1%
 
360140.1%
 
300140.1%
 
1261130.1%
 
150130.1%
 
Other values (18118)2093887.2%
 
ValueCountFrequency (%) 
-1572641< 0.1%
 
-615061< 0.1%
 
-461271< 0.1%
 
-340411< 0.1%
 
-247021< 0.1%
 
-203201< 0.1%
 
-177061< 0.1%
 
-159101< 0.1%
 
-156411< 0.1%
 
-150001< 0.1%
 
ValueCountFrequency (%) 
16640891< 0.1%
 
8550861< 0.1%
 
6896431< 0.1%
 
6896271< 0.1%
 
5974151< 0.1%
 
5779571< 0.1%
 
5726771< 0.1%
 
5597121< 0.1%
 
5480201< 0.1%
 
5375431< 0.1%
 

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count17824
Unique (%)74.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43796.58977457394
Minimum-170000
Maximum891586
Zeros2540
Zeros (%)10.6%
Memory size187.6 KiB

Quantile statistics

Minimum-170000
5-th percentile0
Q12392.5
median19145
Q355418
95-th percentile176629.9
Maximum891586
Range1061586
Interquartile range (IQR)53025.5

Descriptive statistics

Standard deviation64927.45012
Coefficient of variation (CV)1.482477299
Kurtosis10.94732007
Mean43796.58977
Median Absolute Deviation (MAD)18745
Skewness2.780109846
Sum1051074358
Variance4215573780
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0254010.6%
 
3902010.8%
 
780810.3%
 
316530.2%
 
326470.2%
 
396340.1%
 
2400320.1%
 
150290.1%
 
416260.1%
 
1000240.1%
 
2500230.1%
 
1050200.1%
 
291200.1%
 
-18200.1%
 
-3190.1%
 
300190.1%
 
-2170.1%
 
1261170.1%
 
-1160.1%
 
600160.1%
 
632160.1%
 
380150.1%
 
1170140.1%
 
264140.1%
 
1473140.1%
 
Other values (17799)2067286.1%
 
ValueCountFrequency (%) 
-1700001< 0.1%
 
-813341< 0.1%
 
-651671< 0.1%
 
-506161< 0.1%
 
-345031< 0.1%
 
-221081< 0.1%
 
-203201< 0.1%
 
-172501< 0.1%
 
-159101< 0.1%
 
-155881< 0.1%
 
ValueCountFrequency (%) 
8915861< 0.1%
 
7068641< 0.1%
 
6168361< 0.1%
 
5690341< 0.1%
 
5635431< 0.1%
 
5480201< 0.1%
 
5426531< 0.1%
 
5410191< 0.1%
 
5306721< 0.1%
 
5257491< 0.1%
 

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count17372
Unique (%)72.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40748.04916871536
Minimum-81334
Maximum927171
Zeros2785
Zeros (%)11.6%
Memory size187.6 KiB

Quantile statistics

Minimum-81334
5-th percentile0
Q11801
median18227
Q350581
95-th percentile167661.3
Maximum927171
Range1008505
Interquartile range (IQR)48780

Descriptive statistics

Standard deviation61257.5377
Coefficient of variation (CV)1.503324428
Kurtosis11.60945892
Mean40748.04917
Median Absolute Deviation (MAD)17811
Skewness2.823822895
Sum977912432
Variance3752485925
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0278511.6%
 
3901930.8%
 
780780.3%
 
316620.3%
 
326460.2%
 
150410.2%
 
396360.2%
 
2400330.1%
 
2500310.1%
 
416280.1%
 
-18240.1%
 
1000220.1%
 
1473210.1%
 
1050200.1%
 
291180.1%
 
300170.1%
 
-1170.1%
 
10000170.1%
 
-200160.1%
 
389150.1%
 
-3150.1%
 
600140.1%
 
1261140.1%
 
20000140.1%
 
-4140.1%
 
Other values (17347)2040885.0%
 
ValueCountFrequency (%) 
-813341< 0.1%
 
-613721< 0.1%
 
-530071< 0.1%
 
-375941< 0.1%
 
-361561< 0.1%
 
-304811< 0.1%
 
-283351< 0.1%
 
-207531< 0.1%
 
-203201< 0.1%
 
-202541< 0.1%
 
ValueCountFrequency (%) 
9271711< 0.1%
 
5870671< 0.1%
 
5517021< 0.1%
 
5478801< 0.1%
 
5306721< 0.1%
 
5161391< 0.1%
 
5141141< 0.1%
 
5082131< 0.1%
 
5054731< 0.1%
 
5039141< 0.1%
 

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct count17094
Unique (%)71.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean39226.8524105171
Minimum-339603
Maximum961664
Zeros3185
Zeros (%)13.3%
Memory size187.6 KiB

Quantile statistics

Minimum-339603
5-th percentile0
Q11280
median17175
Q349434.5
95-th percentile163467.4
Maximum961664
Range1301267
Interquartile range (IQR)48154.5

Descriptive statistics

Standard deviation60075.53674
Coefficient of variation (CV)1.531490116
Kurtosis12.49727656
Mean39226.85241
Median Absolute Deviation (MAD)16850
Skewness2.844084217
Sum941405231
Variance3609070114
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0318513.3%
 
3901690.7%
 
316660.3%
 
780640.3%
 
150510.2%
 
326410.2%
 
396340.1%
 
1000280.1%
 
2400270.1%
 
-18260.1%
 
416250.1%
 
540240.1%
 
2500230.1%
 
10000230.1%
 
500230.1%
 
1050200.1%
 
-2200.1%
 
300200.1%
 
291190.1%
 
930190.1%
 
-1160.1%
 
-200160.1%
 
264150.1%
 
1650150.1%
 
1320140.1%
 
Other values (17069)2001683.4%
 
ValueCountFrequency (%) 
-3396031< 0.1%
 
-2090511< 0.1%
 
-1509531< 0.1%
 
-946251< 0.1%
 
-738951< 0.1%
 
-570601< 0.1%
 
-514431< 0.1%
 
-511831< 0.1%
 
-457341< 0.1%
 
-361561< 0.1%
 
ValueCountFrequency (%) 
9616641< 0.1%
 
6999441< 0.1%
 
5686381< 0.1%
 
5277111< 0.1%
 
5275661< 0.1%
 
5149751< 0.1%
 
5137981< 0.1%
 
5119051< 0.1%
 
4991001< 0.1%
 
4983161< 0.1%
 

PAY_AMT1
Real number (ℝ≥0)

ZEROS

Distinct count6923
Unique (%)28.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5687.720113338056
Minimum0
Maximum873552
Zeros4189
Zeros (%)17.5%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11000
median2110
Q35020
95-th percentile18501.8
Maximum873552
Range873552
Interquartile range (IQR)4020

Descriptive statistics

Standard deviation16698.50658
Coefficient of variation (CV)2.935887534
Kurtosis456.5385015
Mean5687.720113
Median Absolute Deviation (MAD)1942
Skewness15.24128472
Sum136499595
Variance278840121.9
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0418917.5%
 
200010594.4%
 
30007193.0%
 
50005492.3%
 
15003981.7%
 
40003391.4%
 
100003111.3%
 
10002891.2%
 
25002361.0%
 
60002291.0%
 
3901680.7%
 
70001570.7%
 
35001550.6%
 
13001450.6%
 
16001440.6%
 
80001440.6%
 
18001370.6%
 
17001260.5%
 
12001100.5%
 
2100990.4%
 
2200910.4%
 
4500880.4%
 
1400780.3%
 
15000760.3%
 
3200710.3%
 
Other values (6898)1389257.9%
 
ValueCountFrequency (%) 
0418917.5%
 
18< 0.1%
 
211< 0.1%
 
3120.1%
 
4150.1%
 
59< 0.1%
 
6130.1%
 
77< 0.1%
 
86< 0.1%
 
94< 0.1%
 
ValueCountFrequency (%) 
8735521< 0.1%
 
5050001< 0.1%
 
4933581< 0.1%
 
3681991< 0.1%
 
3230141< 0.1%
 
3048151< 0.1%
 
3000391< 0.1%
 
3000001< 0.1%
 
2988871< 0.1%
 
2766981< 0.1%
 

PAY_AMT2
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct count6905
Unique (%)28.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6019.571357139881
Minimum0
Maximum1684259
Zeros4271
Zeros (%)17.8%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1858.5
median2012
Q35000
95-th percentile19002.1
Maximum1684259
Range1684259
Interquartile range (IQR)4141.5

Descriptive statistics

Standard deviation24541.36283
Coefficient of variation (CV)4.076928634
Kurtosis1587.899769
Mean6019.571357
Median Absolute Deviation (MAD)1988
Skewness30.84879619
Sum144463693
Variance602278489.5
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0427117.8%
 
200010414.3%
 
30006762.8%
 
50005502.3%
 
10004792.0%
 
15004311.8%
 
40003301.4%
 
100002531.1%
 
60002341.0%
 
25002050.9%
 
3901850.8%
 
12001670.7%
 
16001450.6%
 
35001390.6%
 
13001360.6%
 
70001330.6%
 
18001170.5%
 
80001160.5%
 
14001090.5%
 
17001070.4%
 
2200940.4%
 
2100790.3%
 
4500770.3%
 
780640.3%
 
9000630.3%
 
Other values (6880)1379857.5%
 
ValueCountFrequency (%) 
0427117.8%
 
1130.1%
 
2150.1%
 
3130.1%
 
48< 0.1%
 
5220.1%
 
65< 0.1%
 
710< 0.1%
 
87< 0.1%
 
93< 0.1%
 
ValueCountFrequency (%) 
16842591< 0.1%
 
12270821< 0.1%
 
12154711< 0.1%
 
10245161< 0.1%
 
5804641< 0.1%
 
4155521< 0.1%
 
4010031< 0.1%
 
3881261< 0.1%
 
3852281< 0.1%
 
3849861< 0.1%
 

PAY_AMT3
Real number (ℝ≥0)

ZEROS

Distinct count6547
Unique (%)27.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5253.32280511688
Minimum0
Maximum896040
Zeros4737
Zeros (%)19.7%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1395
median1809
Q34561
95-th percentile17748.1
Maximum896040
Range896040
Interquartile range (IQR)4166

Descriptive statistics

Standard deviation17967.02886
Coefficient of variation (CV)3.420126561
Kurtosis626.3398979
Mean5253.322805
Median Absolute Deviation (MAD)1800
Skewness18.36757646
Sum126074494
Variance322814126
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0473719.7%
 
200010114.2%
 
10009113.8%
 
30006842.9%
 
50005552.3%
 
15003991.7%
 
40003121.3%
 
100002571.1%
 
12002070.9%
 
60001930.8%
 
25001720.7%
 
3901710.7%
 
70001280.5%
 
13001250.5%
 
35001160.5%
 
5001160.5%
 
80001150.5%
 
16001020.4%
 
14001010.4%
 
1800950.4%
 
1700820.3%
 
20000700.3%
 
1100690.3%
 
15000680.3%
 
600660.3%
 
Other values (6522)1313754.7%
 
ValueCountFrequency (%) 
0473719.7%
 
111< 0.1%
 
2170.1%
 
3140.1%
 
4130.1%
 
5140.1%
 
610< 0.1%
 
7180.1%
 
86< 0.1%
 
99< 0.1%
 
ValueCountFrequency (%) 
8960401< 0.1%
 
8890431< 0.1%
 
5082291< 0.1%
 
4175881< 0.1%
 
4009721< 0.1%
 
3970921< 0.1%
 
3804781< 0.1%
 
3717181< 0.1%
 
3493951< 0.1%
 
3442611< 0.1%
 

PAY_AMT4
Real number (ℝ≥0)

ZEROS

Distinct count6060
Unique (%)25.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4824.490687111963
Minimum0
Maximum621000
Zeros5118
Zeros (%)21.3%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1300
median1500
Q34089
95-th percentile16038.7
Maximum621000
Range621000
Interquartile range (IQR)3789

Descriptive statistics

Standard deviation15730.75353
Coefficient of variation (CV)3.260603978
Kurtosis305.5082228
Mean4824.490687
Median Absolute Deviation (MAD)1500
Skewness13.52859139
Sum115782952
Variance247456606.5
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0511821.3%
 
100011114.6%
 
200010014.2%
 
30006892.9%
 
50006412.7%
 
15003701.5%
 
40003321.4%
 
100002861.2%
 
60002140.9%
 
25002080.9%
 
5002060.9%
 
3901720.7%
 
12001460.6%
 
35001340.6%
 
70001320.6%
 
11001170.5%
 
7001110.5%
 
600940.4%
 
8000900.4%
 
800730.3%
 
1600720.3%
 
1300700.3%
 
20000690.3%
 
1700620.3%
 
1800620.3%
 
Other values (6035)1241951.7%
 
ValueCountFrequency (%) 
0511821.3%
 
1170.1%
 
2180.1%
 
311< 0.1%
 
4180.1%
 
5120.1%
 
6140.1%
 
79< 0.1%
 
86< 0.1%
 
98< 0.1%
 
ValueCountFrequency (%) 
6210001< 0.1%
 
5288971< 0.1%
 
4970001< 0.1%
 
4321301< 0.1%
 
3317881< 0.1%
 
3309821< 0.1%
 
3200081< 0.1%
 
2929621< 0.1%
 
2924621< 0.1%
 
2912271< 0.1%
 

PAY_AMT5
Real number (ℝ≥0)

ZEROS

Distinct count5989
Unique (%)25.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4825.033793074712
Minimum0
Maximum426529
Zeros5327
Zeros (%)22.2%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1269.5
median1500
Q34029.5
95-th percentile15863.3
Maximum426529
Range426529
Interquartile range (IQR)3760

Descriptive statistics

Standard deviation15596.58017
Coefficient of variation (CV)3.232429209
Kurtosis183.7228411
Mean4825.033793
Median Absolute Deviation (MAD)1500
Skewness11.28267965
Sum115795986
Variance243253312.9
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0532722.2%
 
100010844.5%
 
200010524.4%
 
30007593.2%
 
50006542.7%
 
15003431.4%
 
40003291.4%
 
100002761.2%
 
5001950.8%
 
60001950.8%
 
25001920.8%
 
3901460.6%
 
70001320.6%
 
12001310.5%
 
35001310.5%
 
11001030.4%
 
700970.4%
 
600920.4%
 
8000910.4%
 
1600860.4%
 
20000800.3%
 
1300700.3%
 
1800700.3%
 
1400650.3%
 
4500650.3%
 
Other values (5964)1223451.0%
 
ValueCountFrequency (%) 
0532722.2%
 
1190.1%
 
29< 0.1%
 
310< 0.1%
 
411< 0.1%
 
58< 0.1%
 
66< 0.1%
 
78< 0.1%
 
85< 0.1%
 
95< 0.1%
 
ValueCountFrequency (%) 
4265291< 0.1%
 
4179901< 0.1%
 
3880711< 0.1%
 
3792671< 0.1%
 
3317881< 0.1%
 
3309821< 0.1%
 
3268891< 0.1%
 
3170771< 0.1%
 
3101351< 0.1%
 
3035121< 0.1%
 

PAY_AMT6
Real number (ℝ≥0)

ZEROS

Distinct count6021
Unique (%)25.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5245.642943455978
Minimum0
Maximum528666
Zeros5727
Zeros (%)23.9%
Memory size187.6 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1125
median1500
Q34008
95-th percentile17331.5
Maximum528666
Range528666
Interquartile range (IQR)3883

Descriptive statistics

Standard deviation17795.77532
Coefficient of variation (CV)3.392486967
Kurtosis148.8511353
Mean5245.642943
Median Absolute Deviation (MAD)1500
Skewness10.19931902
Sum125890185
Variance316689619.3
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0572723.9%
 
100010564.4%
 
200010364.3%
 
30007423.1%
 
50006482.7%
 
15003631.5%
 
40003261.4%
 
100002871.2%
 
5001940.8%
 
60001760.7%
 
25001670.7%
 
3901440.6%
 
70001200.5%
 
35001150.5%
 
12001070.4%
 
600910.4%
 
1100860.4%
 
700860.4%
 
8000830.3%
 
4500810.3%
 
800790.3%
 
1600750.3%
 
1300680.3%
 
780670.3%
 
2200650.3%
 
Other values (5996)1201050.0%
 
ValueCountFrequency (%) 
0572723.9%
 
1160.1%
 
28< 0.1%
 
311< 0.1%
 
49< 0.1%
 
56< 0.1%
 
65< 0.1%
 
74< 0.1%
 
84< 0.1%
 
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Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

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